Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 889 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 90.4 KiB |
| Average record size in memory | 104.1 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 7 |
Name has a high cardinality: 889 distinct values | High cardinality |
Ticket has a high cardinality: 680 distinct values | High cardinality |
df_index is highly correlated with PassengerId | High correlation |
PassengerId is highly correlated with df_index | High correlation |
df_index is uniformly distributed | Uniform |
PassengerId is uniformly distributed | Uniform |
Name is uniformly distributed | Uniform |
Ticket is uniformly distributed | Uniform |
df_index has unique values | Unique |
PassengerId has unique values | Unique |
Name has unique values | Unique |
SibSp has 606 (68.2%) zeros | Zeros |
Parch has 676 (76.0%) zeros | Zeros |
Fare has 15 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2021-03-18 14:49:53.480986 |
|---|---|
| Analysis finished | 2021-03-18 14:50:04.272909 |
| Duration | 10.79 seconds |
| Software version | pandas-profiling v2.12.0 |
| Download configuration | config.yaml |
| Distinct | 889 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 445 |
| Minimum | 0 |
|---|---|
| Maximum | 890 |
| Zeros | 1 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 44.4 |
| Q1 | 223 |
| median | 445 |
| Q3 | 667 |
| 95-th percentile | 845.6 |
| Maximum | 890 |
| Range | 890 |
| Interquartile range (IQR) | 444 |
Descriptive statistics
| Standard deviation | 256.9981728 |
|---|---|
| Coefficient of variation (CV) | 0.5775239838 |
| Kurtosis | -1.197156422 |
| Mean | 445 |
| Median Absolute Deviation (MAD) | 222 |
| Skewness | 0 |
| Sum | 395605 |
| Variance | 66048.06081 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 0.1% |
| 598 | 1 | 0.1% |
| 587 | 1 | 0.1% |
| 588 | 1 | 0.1% |
| 589 | 1 | 0.1% |
| 590 | 1 | 0.1% |
| 591 | 1 | 0.1% |
| 592 | 1 | 0.1% |
| 593 | 1 | 0.1% |
| 594 | 1 | 0.1% |
| Other values (879) | 879 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 |
| Value | Count | Frequency (%) |
| 890 | 1 | |
| 889 | 1 | |
| 888 | 1 | |
| 887 | 1 | |
| 886 | 1 |
| Distinct | 889 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446 |
| Minimum | 1 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.4 |
| Q1 | 224 |
| median | 446 |
| Q3 | 668 |
| 95-th percentile | 846.6 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range (IQR) | 444 |
Descriptive statistics
| Standard deviation | 256.9981728 |
|---|---|
| Coefficient of variation (CV) | 0.5762290869 |
| Kurtosis | -1.197156422 |
| Mean | 446 |
| Median Absolute Deviation (MAD) | 222 |
| Skewness | 0 |
| Sum | 396494 |
| Variance | 66048.06081 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 1 | 0.1% |
| 599 | 1 | 0.1% |
| 588 | 1 | 0.1% |
| 589 | 1 | 0.1% |
| 590 | 1 | 0.1% |
| 591 | 1 | 0.1% |
| 592 | 1 | 0.1% |
| 593 | 1 | 0.1% |
| 594 | 1 | 0.1% |
| 595 | 1 | 0.1% |
| Other values (879) | 879 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 890 | 1 | |
| 889 | 1 | |
| 888 | 1 | |
| 887 | 1 |
Survived
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 889 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 889 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 889 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 889 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 340 |
Pclass
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 889 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 889 |
Most frequent character per category
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 889 |
Most frequent character per script
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 889 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 214 | |
| 2 | 184 | 20.7% |
| Distinct | 889 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| Perreault, Miss. Anne | 1 |
|---|---|
| Montvila, Rev. Juozas | 1 |
| Moran, Mr. Daniel J | 1 |
| Ryerson, Miss. Susan Parker "Suzette" | 1 |
| Harris, Mr. Walter | 1 |
| Other values (884) |
Length
| Max length | 82 |
|---|---|
| Median length | 25 |
| Mean length | 26.9583802 |
| Min length | 12 |
Characters and Unicode
| Total characters | 23966 |
|---|---|
| Distinct characters | 60 |
| Distinct categories | 7 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 889 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Braund, Mr. Owen Harris |
|---|---|
| 2nd row | Cumings, Mrs. John Bradley (Florence Briggs Thayer) |
| 3rd row | Heikkinen, Miss. Laina |
| 4th row | Futrelle, Mrs. Jacques Heath (Lily May Peel) |
| 5th row | Allen, Mr. William Henry |
| Value | Count | Frequency (%) |
| Perreault, Miss. Anne | 1 | 0.1% |
| Montvila, Rev. Juozas | 1 | 0.1% |
| Moran, Mr. Daniel J | 1 | 0.1% |
| Ryerson, Miss. Susan Parker "Suzette" | 1 | 0.1% |
| Harris, Mr. Walter | 1 | 0.1% |
| Sutehall, Mr. Henry Jr | 1 | 0.1% |
| Smiljanic, Mr. Mile | 1 | 0.1% |
| Morrow, Mr. Thomas Rowan | 1 | 0.1% |
| Danoff, Mr. Yoto | 1 | 0.1% |
| Douglas, Mr. Walter Donald | 1 | 0.1% |
| Other values (879) | 879 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| mr | 521 | 14.4% |
| miss | 181 | 5.0% |
| mrs | 128 | 3.5% |
| william | 64 | 1.8% |
| john | 44 | 1.2% |
| master | 40 | 1.1% |
| henry | 35 | 1.0% |
| james | 24 | 0.7% |
| george | 23 | 0.6% |
| charles | 23 | 0.6% |
| Other values (1512) | 2532 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2728 | 11.4% | |
| r | 1954 | 8.2% |
| e | 1696 | 7.1% |
| a | 1654 | 6.9% |
| i | 1323 | 5.5% |
| n | 1301 | 5.4% |
| s | 1293 | 5.4% |
| M | 1125 | 4.7% |
| l | 1064 | 4.4% |
| o | 1005 | 4.2% |
| Other values (50) | 8823 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 15408 | |
| Uppercase Letter | 3636 | 15.2% |
| Space Separator | 2728 | 11.4% |
| Other Punctuation | 1895 | 7.9% |
| Open Punctuation | 143 | 0.6% |
| Close Punctuation | 143 | 0.6% |
| Dash Punctuation | 13 | 0.1% |
Most frequent character per category
| Value | Count | Frequency (%) |
| r | 1954 | |
| e | 1696 | |
| a | 1654 | |
| i | 1323 | |
| n | 1301 | |
| s | 1293 | |
| l | 1064 | 6.9% |
| o | 1005 | 6.5% |
| t | 665 | 4.3% |
| h | 516 | 3.3% |
| Other values (16) | 2937 |
| Value | Count | Frequency (%) |
| M | 1125 | |
| A | 249 | 6.8% |
| J | 215 | 5.9% |
| H | 203 | 5.6% |
| S | 179 | 4.9% |
| C | 172 | 4.7% |
| E | 165 | 4.5% |
| W | 143 | 3.9% |
| B | 140 | 3.9% |
| L | 129 | 3.5% |
| Other values (15) | 916 |
| Value | Count | Frequency (%) |
| . | 890 | |
| , | 889 | |
| " | 106 | 5.6% |
| ' | 9 | 0.5% |
| / | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2728 |
| Value | Count | Frequency (%) |
| ( | 143 |
| Value | Count | Frequency (%) |
| ) | 143 |
| Value | Count | Frequency (%) |
| - | 13 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 19044 | |
| Common | 4922 | 20.5% |
Most frequent character per script
| Value | Count | Frequency (%) |
| r | 1954 | 10.3% |
| e | 1696 | 8.9% |
| a | 1654 | 8.7% |
| i | 1323 | 6.9% |
| n | 1301 | 6.8% |
| s | 1293 | 6.8% |
| M | 1125 | 5.9% |
| l | 1064 | 5.6% |
| o | 1005 | 5.3% |
| t | 665 | 3.5% |
| Other values (41) | 5964 |
| Value | Count | Frequency (%) |
| 2728 | ||
| . | 890 | 18.1% |
| , | 889 | 18.1% |
| ( | 143 | 2.9% |
| ) | 143 | 2.9% |
| " | 106 | 2.2% |
| - | 13 | 0.3% |
| ' | 9 | 0.2% |
| / | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23966 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 2728 | 11.4% | |
| r | 1954 | 8.2% |
| e | 1696 | 7.1% |
| a | 1654 | 6.9% |
| i | 1323 | 5.5% |
| n | 1301 | 5.4% |
| s | 1293 | 5.4% |
| M | 1125 | 4.7% |
| l | 1064 | 4.4% |
| o | 1005 | 4.2% |
| Other values (50) | 8823 |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.701912261 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4180 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | female |
| 3rd row | female |
| 4th row | female |
| 5th row | male |
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 312 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 312 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1201 | |
| m | 889 | |
| a | 889 | |
| l | 889 | |
| f | 312 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4180 |
Most frequent character per category
| Value | Count | Frequency (%) |
| e | 1201 | |
| m | 889 | |
| a | 889 | |
| l | 889 | |
| f | 312 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4180 |
Most frequent character per script
| Value | Count | Frequency (%) |
| e | 1201 | |
| m | 889 | |
| a | 889 | |
| l | 889 | |
| f | 312 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4180 |
Most frequent character per block
| Value | Count | Frequency (%) |
| e | 1201 | |
| m | 889 | |
| a | 889 | |
| l | 889 | |
| f | 312 | 7.5% |
Age
Real number (ℝ≥0)
| Distinct | 88 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.31515186 |
| Minimum | 0.42 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 22 |
| median | 28 |
| Q3 | 35 |
| 95-th percentile | 54 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 12.98493229 |
|---|---|
| Coefficient of variation (CV) | 0.4429426925 |
| Kurtosis | 1.007819813 |
| Mean | 29.31515186 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.5080100783 |
| Sum | 26061.17 |
| Variance | 168.6084667 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 28 | 202 | |
| 24 | 30 | 3.4% |
| 22 | 27 | 3.0% |
| 18 | 26 | 2.9% |
| 19 | 25 | 2.8% |
| 30 | 25 | 2.8% |
| 21 | 24 | 2.7% |
| 25 | 23 | 2.6% |
| 36 | 22 | 2.5% |
| 29 | 20 | 2.2% |
| Other values (78) | 465 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | |
| 0.67 | 1 | |
| 0.75 | 2 | |
| 0.83 | 2 | |
| 0.92 | 1 |
| Value | Count | Frequency (%) |
| 80 | 1 | |
| 74 | 1 | |
| 71 | 2 | |
| 70.5 | 1 | |
| 70 | 2 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5241844769 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 606 |
| Zeros (%) | 68.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.103704876 |
|---|---|
| Coefficient of variation (CV) | 2.105565739 |
| Kurtosis | 17.83897238 |
| Mean | 0.5241844769 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.691057631 |
| Sum | 466 |
| Variance | 1.218164452 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 606 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 3 | 16 | 1.8% |
| 4 | 18 | 2.0% |
| Value | Count | Frequency (%) |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| 4 | 18 | |
| 3 | 16 | |
| 2 | 28 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3824521935 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 676 |
| Zeros (%) | 76.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8067607445 |
|---|---|
| Coefficient of variation (CV) | 2.109442064 |
| Kurtosis | 9.750591706 |
| Mean | 0.3824521935 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.745160126 |
| Sum | 340 |
| Variance | 0.6508628989 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 676 | |
| 1 | 118 | 13.3% |
| 2 | 80 | 9.0% |
| 3 | 5 | 0.6% |
| 5 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 676 | |
| 1 | 118 | 13.3% |
| 2 | 80 | 9.0% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 5 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 3 | 5 | 0.6% |
| 2 | 80 |
| Distinct | 680 |
|---|---|
| Distinct (%) | 76.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 347082 | 7 |
|---|---|
| CA. 2343 | 7 |
| 1601 | 7 |
| CA 2144 | 6 |
| 3101295 | 6 |
| Other values (675) |
Length
| Max length | 18 |
|---|---|
| Median length | 6 |
| Mean length | 6.752530934 |
| Min length | 3 |
Characters and Unicode
| Total characters | 6003 |
|---|---|
| Distinct characters | 35 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 547 ? |
|---|---|
| Unique (%) | 61.5% |
Sample
| 1st row | A/5 21171 |
|---|---|
| 2nd row | PC 17599 |
| 3rd row | STON/O2. 3101282 |
| 4th row | 113803 |
| 5th row | 373450 |
| Value | Count | Frequency (%) |
| 347082 | 7 | 0.8% |
| CA. 2343 | 7 | 0.8% |
| 1601 | 7 | 0.8% |
| CA 2144 | 6 | 0.7% |
| 3101295 | 6 | 0.7% |
| 347088 | 6 | 0.7% |
| 382652 | 5 | 0.6% |
| S.O.C. 14879 | 5 | 0.6% |
| 349909 | 4 | 0.4% |
| 113760 | 4 | 0.4% |
| Other values (670) | 832 |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| pc | 60 | 5.3% |
| c.a | 27 | 2.4% |
| a/5 | 17 | 1.5% |
| ca | 14 | 1.2% |
| 2 | 12 | 1.1% |
| ston/o | 12 | 1.1% |
| w./c | 9 | 0.8% |
| sc/paris | 9 | 0.8% |
| soton/o.q | 8 | 0.7% |
| 347082 | 7 | 0.6% |
| Other values (708) | 953 |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 744 | |
| 1 | 685 | |
| 2 | 592 | |
| 7 | 488 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.8% |
| 5 | 385 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4796 | |
| Uppercase Letter | 652 | 10.9% |
| Other Punctuation | 295 | 4.9% |
| Space Separator | 239 | 4.0% |
| Lowercase Letter | 21 | 0.3% |
Most frequent character per category
| Value | Count | Frequency (%) |
| C | 151 | |
| O | 100 | |
| P | 98 | |
| A | 82 | |
| S | 74 | |
| N | 40 | 6.1% |
| T | 36 | 5.5% |
| W | 16 | 2.5% |
| Q | 15 | 2.3% |
| I | 11 | 1.7% |
| Other values (6) | 29 | 4.4% |
| Value | Count | Frequency (%) |
| 3 | 744 | |
| 1 | 685 | |
| 2 | 592 | |
| 7 | 488 | |
| 4 | 464 | |
| 6 | 422 | |
| 0 | 406 | |
| 5 | 385 | |
| 9 | 328 | |
| 8 | 282 | 5.9% |
| Value | Count | Frequency (%) |
| a | 6 | |
| s | 5 | |
| r | 4 | |
| i | 4 | |
| l | 1 | 4.8% |
| e | 1 | 4.8% |
| Value | Count | Frequency (%) |
| . | 197 | |
| / | 98 |
| Value | Count | Frequency (%) |
| 239 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5330 | |
| Latin | 673 | 11.2% |
Most frequent character per script
| Value | Count | Frequency (%) |
| C | 151 | |
| O | 100 | |
| P | 98 | |
| A | 82 | |
| S | 74 | |
| N | 40 | 5.9% |
| T | 36 | 5.3% |
| W | 16 | 2.4% |
| Q | 15 | 2.2% |
| I | 11 | 1.6% |
| Other values (12) | 50 | 7.4% |
| Value | Count | Frequency (%) |
| 3 | 744 | |
| 1 | 685 | |
| 2 | 592 | |
| 7 | 488 | |
| 4 | 464 | |
| 6 | 422 | |
| 0 | 406 | |
| 5 | 385 | |
| 9 | 328 | |
| 8 | 282 | 5.3% |
| Other values (3) | 534 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6003 |
Most frequent character per block
| Value | Count | Frequency (%) |
| 3 | 744 | |
| 1 | 685 | |
| 2 | 592 | |
| 7 | 488 | |
| 4 | 464 | 7.7% |
| 6 | 422 | 7.0% |
| 0 | 406 | 6.8% |
| 5 | 385 | 6.4% |
| 9 | 328 | 5.5% |
| 8 | 282 | 4.7% |
| Other values (25) | 1207 |
| Distinct | 247 |
|---|---|
| Distinct (%) | 27.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.09668088 |
| Minimum | 0 |
|---|---|
| Maximum | 512.3292 |
| Zeros | 15 |
| Zeros (%) | 1.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.225 |
| Q1 | 7.8958 |
| median | 14.4542 |
| Q3 | 31 |
| 95-th percentile | 112.31832 |
| Maximum | 512.3292 |
| Range | 512.3292 |
| Interquartile range (IQR) | 23.1042 |
Descriptive statistics
| Standard deviation | 49.69750432 |
|---|---|
| Coefficient of variation (CV) | 1.548368958 |
| Kurtosis | 33.50847727 |
| Mean | 32.09668088 |
| Median Absolute Deviation (MAD) | 6.9042 |
| Skewness | 4.801440211 |
| Sum | 28533.9493 |
| Variance | 2469.841935 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8.05 | 43 | 4.8% |
| 13 | 42 | 4.7% |
| 7.8958 | 38 | 4.3% |
| 7.75 | 34 | 3.8% |
| 26 | 31 | 3.5% |
| 10.5 | 24 | 2.7% |
| 7.925 | 18 | 2.0% |
| 7.775 | 16 | 1.8% |
| 7.2292 | 15 | 1.7% |
| 26.55 | 15 | 1.7% |
| Other values (237) | 613 |
| Value | Count | Frequency (%) |
| 0 | 15 | |
| 4.0125 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6.2375 | 1 | 0.1% |
| 6.4375 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 512.3292 | 3 | |
| 263 | 4 | |
| 262.375 | 2 | |
| 247.5208 | 2 | |
| 227.525 | 4 |
Embarked
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| S | |
|---|---|
| C | |
| Q |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 889 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | S |
|---|---|
| 2nd row | C |
| 3rd row | S |
| 4th row | S |
| 5th row | S |
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| s | 644 | |
| c | 168 | 18.9% |
| q | 77 | 8.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 889 |
Most frequent character per category
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 889 |
Most frequent character per script
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 889 |
Most frequent character per block
| Value | Count | Frequency (%) |
| S | 644 | |
| C | 168 | 18.9% |
| Q | 77 | 8.7% |
Age Group
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| Young | |
|---|---|
| Adult | |
| Kid | |
| Teenager | |
| Old | 25 |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 4.986501687 |
| Min length | 3 |
Characters and Unicode
| Total characters | 4433 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Young |
|---|---|
| 2nd row | Adult |
| 3rd row | Young |
| 4th row | Adult |
| 5th row | Adult |
| Value | Count | Frequency (%) |
| Young | 428 | |
| Adult | 323 | |
| Kid | 69 | 7.8% |
| Teenager | 44 | 4.9% |
| Old | 25 | 2.8% |
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| young | 428 | |
| adult | 323 | |
| kid | 69 | 7.8% |
| teenager | 44 | 4.9% |
| old | 25 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 751 | |
| n | 472 | |
| g | 472 | |
| Y | 428 | |
| o | 428 | |
| d | 417 | |
| l | 348 | |
| A | 323 | |
| t | 323 | |
| e | 132 | 3.0% |
| Other values (7) | 339 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3500 | |
| Uppercase Letter | 889 | 20.1% |
| Space Separator | 44 | 1.0% |
Most frequent character per category
| Value | Count | Frequency (%) |
| u | 751 | |
| n | 472 | |
| g | 472 | |
| o | 428 | |
| d | 417 | |
| l | 348 | |
| t | 323 | |
| e | 132 | 3.8% |
| i | 69 | 2.0% |
| a | 44 | 1.3% |
| Value | Count | Frequency (%) |
| Y | 428 | |
| A | 323 | |
| K | 69 | 7.8% |
| T | 44 | 4.9% |
| O | 25 | 2.8% |
| Value | Count | Frequency (%) |
| 44 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4389 | |
| Common | 44 | 1.0% |
Most frequent character per script
| Value | Count | Frequency (%) |
| u | 751 | |
| n | 472 | |
| g | 472 | |
| Y | 428 | |
| o | 428 | |
| d | 417 | |
| l | 348 | |
| A | 323 | |
| t | 323 | |
| e | 132 | 3.0% |
| Other values (6) | 295 | 6.7% |
| Value | Count | Frequency (%) |
| 44 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4433 |
Most frequent character per block
| Value | Count | Frequency (%) |
| u | 751 | |
| n | 472 | |
| g | 472 | |
| Y | 428 | |
| o | 428 | |
| d | 417 | |
| l | 348 | |
| A | 323 | |
| t | 323 | |
| e | 132 | 3.0% |
| Other values (7) | 339 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| df_index | PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Embarked | Age Group | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1 | 0 | 3 | Braund, Mr. Owen Harris | male | 22.0 | 1 | 0 | A/5 21171 | 7.2500 | S | Young |
| 1 | 1 | 2 | 1 | 1 | Cumings, Mrs. John Bradley (Florence Briggs Thayer) | female | 38.0 | 1 | 0 | PC 17599 | 71.2833 | C | Adult |
| 2 | 2 | 3 | 1 | 3 | Heikkinen, Miss. Laina | female | 26.0 | 0 | 0 | STON/O2. 3101282 | 7.9250 | S | Young |
| 3 | 3 | 4 | 1 | 1 | Futrelle, Mrs. Jacques Heath (Lily May Peel) | female | 35.0 | 1 | 0 | 113803 | 53.1000 | S | Adult |
| 4 | 4 | 5 | 0 | 3 | Allen, Mr. William Henry | male | 35.0 | 0 | 0 | 373450 | 8.0500 | S | Adult |
| 5 | 5 | 6 | 0 | 3 | Moran, Mr. James | male | 28.0 | 0 | 0 | 330877 | 8.4583 | Q | Young |
| 6 | 6 | 7 | 0 | 1 | McCarthy, Mr. Timothy J | male | 54.0 | 0 | 0 | 17463 | 51.8625 | S | Adult |
| 7 | 7 | 8 | 0 | 3 | Palsson, Master. Gosta Leonard | male | 2.0 | 3 | 1 | 349909 | 21.0750 | S | Kid |
| 8 | 8 | 9 | 1 | 3 | Johnson, Mrs. Oscar W (Elisabeth Vilhelmina Berg) | female | 27.0 | 0 | 2 | 347742 | 11.1333 | S | Young |
| 9 | 9 | 10 | 1 | 2 | Nasser, Mrs. Nicholas (Adele Achem) | female | 14.0 | 1 | 0 | 237736 | 30.0708 | C | Teenager |
Last rows
| df_index | PassengerId | Survived | Pclass | Name | Sex | Age | SibSp | Parch | Ticket | Fare | Embarked | Age Group | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 879 | 881 | 882 | 0 | 3 | Markun, Mr. Johann | male | 33.0 | 0 | 0 | 349257 | 7.8958 | S | Adult |
| 880 | 882 | 883 | 0 | 3 | Dahlberg, Miss. Gerda Ulrika | female | 22.0 | 0 | 0 | 7552 | 10.5167 | S | Young |
| 881 | 883 | 884 | 0 | 2 | Banfield, Mr. Frederick James | male | 28.0 | 0 | 0 | C.A./SOTON 34068 | 10.5000 | S | Young |
| 882 | 884 | 885 | 0 | 3 | Sutehall, Mr. Henry Jr | male | 25.0 | 0 | 0 | SOTON/OQ 392076 | 7.0500 | S | Young |
| 883 | 885 | 886 | 0 | 3 | Rice, Mrs. William (Margaret Norton) | female | 39.0 | 0 | 5 | 382652 | 29.1250 | Q | Adult |
| 884 | 886 | 887 | 0 | 2 | Montvila, Rev. Juozas | male | 27.0 | 0 | 0 | 211536 | 13.0000 | S | Young |
| 885 | 887 | 888 | 1 | 1 | Graham, Miss. Margaret Edith | female | 19.0 | 0 | 0 | 112053 | 30.0000 | S | Young |
| 886 | 888 | 889 | 0 | 3 | Johnston, Miss. Catherine Helen "Carrie" | female | 28.0 | 1 | 2 | W./C. 6607 | 23.4500 | S | Young |
| 887 | 889 | 890 | 1 | 1 | Behr, Mr. Karl Howell | male | 26.0 | 0 | 0 | 111369 | 30.0000 | C | Young |
| 888 | 890 | 891 | 0 | 3 | Dooley, Mr. Patrick | male | 32.0 | 0 | 0 | 370376 | 7.7500 | Q | Adult |